Fig. 7: SHAP selected interaction effects derived from the mental (P-factor) and the cardiometabolic (MetS) environmental-clinical risk scores.
From: Machine learning-based health environmental-clinical risk scores in European children
Each dot corresponds to a child. Ordinate axis is the corresponding Shapley value of the pairwise interaction, representing its contribution to the predicted risk. Feature values are given on the x-axis (first feature) and on the colored scale (second feature). Marginals and interactions effects are additive for each individual and sum to the predicted value.
